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Related papers: From Hugging Face to GitHub: Tracing License Drift…

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Recent advancements in large language models (LLMs) have spurred the development of diverse AI applications from code generation and video editing to text generation; however, AI supply chains such as Hugging Face, which host pretrained…

Cryptography and Security · Computer Science 2025-05-05 Ziqi Ding , Qian Fu , Junchen Ding , Gelei Deng , Yi Liu , Yuekang Li

Open source licenses create a legal framework that plays a crucial role in the widespread adoption of open source projects. Without a license, any source code available on the internet could not be openly (re)distributed. Although recent…

Software Engineering · Computer Science 2020-12-10 João Pedro Moraes , Ivanilton Polato , Igor Wiese , Filipe Saraiva , Gustavo Pinto

With an ever-increasing amount of open source software, the popularity of services like GitHub that facilitate code reuse, and common misconceptions about the licensing of open source software, the problem of license violations in the code…

Software Engineering · Computer Science 2020-07-07 Yaroslav Golubev , Maria Eliseeva , Nikita Povarov , Timofey Bryksin

Practically all large language models have been pre-trained on data that is subject to global uncertainty related to copyright infringement and breach of contract. This creates potential risk for users and developers due to this uncertain…

Computation and Language · Computer Science 2025-04-11 Michael J Bommarito , Jillian Bommarito , Daniel Martin Katz

Dataset license compliance is a critical yet complex aspect of developing commercial AI products, particularly with the increasing use of publicly available datasets. Ambiguities in dataset licenses pose significant legal risks, making it…

Software Engineering · Computer Science 2026-05-08 Jingwen Tan , Gopi Krishnan Rajbahadur , Zi Li , Xiangfu Song , Jianshan Lin , Dan Li , Zibin Zheng , Ahmed E. Hassan

The rapid advancement of general-purpose AI models has increased concerns about copyright infringement in training data, yet current regulatory frameworks remain predominantly reactive rather than proactive. This paper examines the…

Computers and Society · Computer Science 2026-01-21 Mariia Kyrychenko , Mykyta Mudryi , Markiyan Chaklosh

Our analysis of recent AI4H publications reveals that, despite a trend toward utilizing open datasets and sharing modeling code, 74% of AI4H papers still rely on private datasets or do not share their code. This is especially concerning in…

Computers and Society · Computer Science 2026-03-05 John Wu , Zhenbang Wu , Jimeng Sun

The rapid growth of open-source large language models (LLMs) has created a complex ecosystem of model inheritance and reuse. However, existing research has focused mainly on descriptive analyses of lineage evolution, with limited attention…

Social and Information Networks · Computer Science 2026-04-14 Xiaoting Wei , Lele Kang , Xuelian Pan , Jiannan Yang

The rapid advancement of general-purpose AI models has increased concerns about copyright infringement in training data, yet current regulatory frameworks remain predominantly reactive rather than proactive. This paper examines the…

Computers and Society · Computer Science 2026-01-21 Mariia Kyrychenko , Mykyta Mudryi , Markiyan Chaklosh

With the growing reliance on artificial intelligence (AI) for many different applications, the sharing of code, data, and models is important to ensure the replicability and democratization of scientific knowledge. Many high-profile…

Computers and Society · Computer Science 2022-10-24 Danish Contractor , Daniel McDuff , Julia Haines , Jenny Lee , Christopher Hines , Brent Hecht , Nicholas Vincent , Hanlin Li

Context: Privacy legislation has impacted the way software systems are developed, prompting practitioners to update their implementations. Specifically, the EU General Data Protection Regulation (GDPR) and the California Consumer Privacy…

Software Engineering · Computer Science 2025-12-12 Georgia M. Kapitsaki , Maria Papoutsoglou , Christoph Treude , Ioanna Theophilou

GitHub is the world's largest platform for collaborative software development, with over 100 million users. GitHub is also used extensively for open data collaboration, hosting more than 800 million open data files, totaling 142 terabytes…

Machine Learning · Computer Science 2023-06-13 Anthony Cintron Roman , Kevin Xu , Arfon Smith , Jehu Torres Vega , Caleb Robinson , Juan M Lavista Ferres

Pre-trained language models (PTLMs) have transformed natural language processing (NLP), enabling major advances in tasks such as text generation and translation. Similar to software package management, PTLMs are developed using code and…

Software Engineering · Computer Science 2026-01-27 Adekunle Ajibode , Abdul Ali Bangash , Oussama Ben Sghaier , Bram Adams , Ahmed E. Hassan

Many AI companies are training their large language models (LLMs) on data without the permission of the copyright owners. The permissibility of doing so varies by jurisdiction: in countries like the EU and Japan, this is allowed under…

Growing concerns over negligent or malicious uses of AI have increased the appetite for tools that help manage the risks of the technology. In 2018, licenses with behaviorial-use clauses (commonly referred to as Responsible AI Licenses)…

AI model documentation is fragmented across platforms and inconsistent in structure, preventing policymakers, auditors, and users from reliably assessing safety claims, data provenance, and version-level changes. We analyzed documentation…

Artificial Intelligence · Computer Science 2025-12-16 Akhmadillo Mamirov , Faiaz Azmain , Hanyu Wang

Generative AI is becoming increasingly prevalent in creative fields, sparking urgent debates over how current copyright laws can keep pace with technological innovation. Recent controversies of AI models generating near-replicas of…

Machine Learning · Computer Science 2025-07-01 Archer Amon , Zhipeng Yin , Zichong Wang , Avash Palikhe , Wenbin Zhang

Model documentation plays a crucial role in promoting transparency and responsible development of AI systems. With the rise of Generative AI (GenAI), open-source platforms have increasingly become hubs for hosting and distributing these…

Human-Computer Interaction · Computer Science 2026-04-23 Ningjing Tang , Megan Li , Amy Winecoff , Michael Madaio , Hoda Heidari , Hong Shen

Large Language Models (LLMs) have become central in academia and industry, raising concerns about privacy, transparency, and misuse. A key issue is the trustworthiness of proprietary models, with open-sourcing often proposed as a solution.…

Software Engineering · Computer Science 2025-01-29 Domen Vake , Bogdan Šinik , Jernej Vičič , Aleksandar Tošić

The range of application of artificial intelligence (AI) is vast, as is the potential for harm. Growing awareness of potential risks from AI systems has spurred action to address those risks, while eroding confidence in AI systems and the…